{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#本章需导入的模块\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import *\n",
    "import matplotlib.cm as cm\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from sklearn.datasets import make_circles\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import zero_one_loss,r2_score,mean_squared_error\n",
    "import sklearn.neural_network as net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "v=np.linspace(-10,10,100)\n",
    "y=1/(1+np.exp(-v))\n",
    "plt.plot(v,y)\n",
    "plt.xlabel(\"V\")\n",
    "plt.ylabel(\"1/(1+np.exp(-V))\")\n",
    "plt.grid(True, linestyle='-.')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.92, '感知机的分类或回归面(relu激活函数)')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1=np.linspace(-5,5,20)\n",
    "x2=np.linspace(-5,5,20)\n",
    "X1,X2= np.meshgrid(np.linspace(x1.min(),x1.max(),20), np.linspace(x2.min(),x2.max(),20))\n",
    "w=[1/np.sqrt(2),1/np.sqrt(2)]\n",
    "V=w[0]*X1+w[1]*X2+0.5\n",
    "Y=1/(1+np.exp(-V))\n",
    "fig = plt.figure(figsize=(20,6))\n",
    "ax1 = fig.add_subplot(131, projection='3d')      \n",
    "ax1.plot_wireframe(X1,X2,Y,linewidth=0.5)\n",
    "ax1.plot_surface(X1,X2,Y,alpha=0.3)\n",
    "ax1.set_xlabel('X1')\n",
    "ax1.set_ylabel('X2')\n",
    "ax1.set_zlabel('Y')\n",
    "ax1.set_title('感知机的分类或回归面(logistic激活函数)')\n",
    "\n",
    "Y=(np.exp(V)-np.exp(-V))/(np.exp(V)+np.exp(-V))\n",
    "ax2 = fig.add_subplot(132, projection='3d')      \n",
    "ax2.plot_wireframe(X1,X2,Y,linewidth=0.5)\n",
    "ax2.plot_surface(X1,X2,Y,alpha=0.3)\n",
    "ax2.set_xlabel('X1')\n",
    "ax2.set_ylabel('X2')\n",
    "ax2.set_zlabel('Y')\n",
    "ax2.set_title('感知机的分类或回归面(tanh激活函数)')\n",
    "#fig.subplots_adjust(hspace=0.5)\n",
    "fig.subplots_adjust(wspace=0)\n",
    "\n",
    "Y=np.zeros((V.shape))\n",
    "id=np.where(V>0)\n",
    "Y[id]=V[np.where(V>0)]\n",
    "ax3 = fig.add_subplot(133, projection='3d')      \n",
    "ax3.plot_wireframe(X1,X2,Y,linewidth=0.5)\n",
    "ax3.plot_surface(X1,X2,Y,alpha=0.3)\n",
    "ax3.set_xlabel('X1')\n",
    "ax3.set_ylabel('X2')\n",
    "ax3.set_zlabel('Y')\n",
    "ax3.set_title('感知机的分类或回归面(relu激活函数)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "说明：直观展示不同激活函数下输入变量和输出变量间的关系。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
